Overview
Brought to you by YData
Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 205 |
| Missing cells | 59 |
| Missing cells (%) | 1.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 148.3 KiB |
| Average record size in memory | 740.6 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 10 |
Aspiration is highly overall correlated with Compression-ratio and 1 other fields | High correlation |
Body-style is highly overall correlated with Num-of-doors | High correlation |
Bore is highly overall correlated with City-mpg and 9 other fields | High correlation |
City-mpg is highly overall correlated with Bore and 7 other fields | High correlation |
Compression-ratio is highly overall correlated with Aspiration and 3 other fields | High correlation |
Curb-weight is highly overall correlated with Bore and 8 other fields | High correlation |
Drive-wheels is highly overall correlated with Make | High correlation |
Engine-location is highly overall correlated with Engine-size and 5 other fields | High correlation |
Engine-size is highly overall correlated with Bore and 12 other fields | High correlation |
Engine-type is highly overall correlated with Engine-size and 3 other fields | High correlation |
Fuel-system is highly overall correlated with Aspiration and 3 other fields | High correlation |
Fuel-type is highly overall correlated with Compression-ratio and 2 other fields | High correlation |
Height is highly overall correlated with Length and 3 other fields | High correlation |
Highway-mpg is highly overall correlated with Bore and 9 other fields | High correlation |
Horsepower is highly overall correlated with Bore and 11 other fields | High correlation |
Length is highly overall correlated with Bore and 9 other fields | High correlation |
Make is highly overall correlated with Bore and 9 other fields | High correlation |
Num-of-cylinders is highly overall correlated with Compression-ratio and 6 other fields | High correlation |
Num-of-doors is highly overall correlated with Body-style and 2 other fields | High correlation |
Peak-rpm is highly overall correlated with Fuel-type | High correlation |
Price is highly overall correlated with Bore and 8 other fields | High correlation |
Stroke is highly overall correlated with Engine-location and 1 other fields | High correlation |
Symboling is highly overall correlated with Height and 3 other fields | High correlation |
Wheel-base is highly overall correlated with Bore and 11 other fields | High correlation |
Width is highly overall correlated with Bore and 10 other fields | High correlation |
Normalized-losses is highly overall correlated with Engine-location and 1 other fields | High correlation |
Fuel-type is highly imbalanced (53.9%) | Imbalance |
Engine-location is highly imbalanced (89.0%) | Imbalance |
Num-of-cylinders is highly imbalanced (57.6%) | Imbalance |
Normalized-losses has 41 (20.0%) missing values | Missing |
Bore has 4 (2.0%) missing values | Missing |
Stroke has 4 (2.0%) missing values | Missing |
Price has 4 (2.0%) missing values | Missing |
Symboling has 67 (32.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-24 23:59:00.299453 |
|---|---|
| Analysis finished | 2025-03-24 23:59:21.461961 |
| Duration | 21.16 seconds |
| Software version | ydata-profiling vv4.16.0 |
| Download configuration | config.json |
Variables
Normalized-losses
Real number (ℝ)
High correlation Missing
| Distinct | 51 |
|---|---|
| Distinct (%) | 31.1% |
| Missing | 41 |
| Missing (%) | 20.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122 |
| Minimum | 65 |
|---|---|
| Maximum | 256 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 65 |
|---|---|
| 5-th percentile | 74 |
| Q1 | 94 |
| median | 115 |
| Q3 | 150 |
| 95-th percentile | 188 |
| Maximum | 256 |
| Range | 191 |
| Interquartile range (IQR) | 56 |
Descriptive statistics
| Standard deviation | 35.442168 |
|---|---|
| Coefficient of variation (CV) | 0.29050957 |
| Kurtosis | 0.52544039 |
| Mean | 122 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 0.76597642 |
| Sum | 20008 |
| Variance | 1256.1472 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 161 | 11 | 5.4% |
| 91 | 8 | 3.9% |
| 150 | 7 | 3.4% |
| 128 | 6 | 2.9% |
| 134 | 6 | 2.9% |
| 104 | 6 | 2.9% |
| 85 | 5 | 2.4% |
| 103 | 5 | 2.4% |
| 65 | 5 | 2.4% |
| 94 | 5 | 2.4% |
| Other values (41) | 100 | |
| (Missing) | 41 |
| Value | Count | Frequency (%) |
| 65 | 5 | |
| 74 | 5 | |
| 77 | 1 | 0.5% |
| 78 | 1 | 0.5% |
| 81 | 2 | 1.0% |
| 83 | 3 | |
| 85 | 5 | |
| 87 | 2 | 1.0% |
| 89 | 2 | 1.0% |
| 90 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 256 | 1 | 0.5% |
| 231 | 1 | 0.5% |
| 197 | 2 | 1.0% |
| 194 | 2 | 1.0% |
| 192 | 2 | 1.0% |
| 188 | 2 | 1.0% |
| 186 | 1 | 0.5% |
| 168 | 5 | |
| 164 | 2 | 1.0% |
| 161 | 11 |
Make
Categorical
High correlation
| Distinct | 22 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| toyota | |
|---|---|
| nissan | |
| mazda | |
| honda | |
| mitsubishi | |
| Other values (17) |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 6.4780488 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | toyota |
|---|---|
| 2nd row | mazda |
| 3rd row | toyota |
| 4th row | mitsubishi |
| 5th row | dodge |
Common Values
| Value | Count | Frequency (%) |
| toyota | 32 | |
| nissan | 18 | 8.8% |
| mazda | 17 | 8.3% |
| honda | 13 | 6.3% |
| mitsubishi | 13 | 6.3% |
| volkswagen | 12 | 5.9% |
| subaru | 12 | 5.9% |
| volvo | 11 | 5.4% |
| peugot | 11 | 5.4% |
| dodge | 9 | 4.4% |
| Other values (12) | 57 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| toyota | 32 | |
| nissan | 18 | 8.8% |
| mazda | 17 | 8.3% |
| honda | 13 | 6.3% |
| mitsubishi | 13 | 6.3% |
| volkswagen | 12 | 5.9% |
| subaru | 12 | 5.9% |
| volvo | 11 | 5.4% |
| peugot | 11 | 5.4% |
| dodge | 9 | 4.4% |
| Other values (12) | 57 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 154 | 11.6% |
| o | 152 | 11.4% |
| s | 109 | 8.2% |
| t | 100 | 7.5% |
| e | 81 | 6.1% |
| u | 76 | 5.7% |
| n | 71 | 5.3% |
| i | 68 | 5.1% |
| d | 63 | 4.7% |
| m | 57 | 4.3% |
| Other values (15) | 397 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1328 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 154 | 11.6% |
| o | 152 | 11.4% |
| s | 109 | 8.2% |
| t | 100 | 7.5% |
| e | 81 | 6.1% |
| u | 76 | 5.7% |
| n | 71 | 5.3% |
| i | 68 | 5.1% |
| d | 63 | 4.7% |
| m | 57 | 4.3% |
| Other values (15) | 397 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1328 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 154 | 11.6% |
| o | 152 | 11.4% |
| s | 109 | 8.2% |
| t | 100 | 7.5% |
| e | 81 | 6.1% |
| u | 76 | 5.7% |
| n | 71 | 5.3% |
| i | 68 | 5.1% |
| d | 63 | 4.7% |
| m | 57 | 4.3% |
| Other values (15) | 397 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1328 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 154 | 11.6% |
| o | 152 | 11.4% |
| s | 109 | 8.2% |
| t | 100 | 7.5% |
| e | 81 | 6.1% |
| u | 76 | 5.7% |
| n | 71 | 5.3% |
| i | 68 | 5.1% |
| d | 63 | 4.7% |
| m | 57 | 4.3% |
| Other values (15) | 397 |
Fuel-type
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.2 KiB |
| gas | |
|---|---|
| diesel |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.2926829 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | gas |
|---|---|
| 2nd row | gas |
| 3rd row | gas |
| 4th row | gas |
| 5th row | gas |
Common Values
| Value | Count | Frequency (%) |
| gas | 185 | |
| diesel | 20 | 9.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| gas | 185 | |
| diesel | 20 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 205 | |
| g | 185 | |
| a | 185 | |
| e | 40 | 5.9% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 675 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| s | 205 | |
| g | 185 | |
| a | 185 | |
| e | 40 | 5.9% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 675 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| s | 205 | |
| g | 185 | |
| a | 185 | |
| e | 40 | 5.9% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 675 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| s | 205 | |
| g | 185 | |
| a | 185 | |
| e | 40 | 5.9% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Aspiration
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.2 KiB |
| std | |
|---|---|
| turbo |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.3609756 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | std |
|---|---|
| 2nd row | std |
| 3rd row | std |
| 4th row | std |
| 5th row | turbo |
Common Values
| Value | Count | Frequency (%) |
| std | 168 | |
| turbo | 37 | 18.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| std | 168 | |
| turbo | 37 | 18.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 205 | |
| s | 168 | |
| d | 168 | |
| u | 37 | 5.4% |
| r | 37 | 5.4% |
| b | 37 | 5.4% |
| o | 37 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 689 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 205 | |
| s | 168 | |
| d | 168 | |
| u | 37 | 5.4% |
| r | 37 | 5.4% |
| b | 37 | 5.4% |
| o | 37 | 5.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 689 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 205 | |
| s | 168 | |
| d | 168 | |
| u | 37 | 5.4% |
| r | 37 | 5.4% |
| b | 37 | 5.4% |
| o | 37 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 689 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 205 | |
| s | 168 | |
| d | 168 | |
| u | 37 | 5.4% |
| r | 37 | 5.4% |
| b | 37 | 5.4% |
| o | 37 | 5.4% |
Num-of-doors
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 2 |
| Missing (%) | 1.0% |
| Memory size | 12.2 KiB |
| four | |
|---|---|
| two |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.5615764 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | two |
|---|---|
| 2nd row | four |
| 3rd row | two |
| 4th row | four |
| 5th row | two |
Common Values
| Value | Count | Frequency (%) |
| four | 114 | |
| two | 89 | |
| (Missing) | 2 | 1.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| four | 114 | |
| two | 89 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 203 | |
| f | 114 | |
| u | 114 | |
| r | 114 | |
| t | 89 | |
| w | 89 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 723 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 203 | |
| f | 114 | |
| u | 114 | |
| r | 114 | |
| t | 89 | |
| w | 89 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 723 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 203 | |
| f | 114 | |
| u | 114 | |
| r | 114 | |
| t | 89 | |
| w | 89 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 723 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 203 | |
| f | 114 | |
| u | 114 | |
| r | 114 | |
| t | 89 | |
| w | 89 |
Body-style
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.9 KiB |
| sedan | |
|---|---|
| hatchback | |
| wagon | |
| hardtop | 8 |
| convertible | 6 |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 6.6195122 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | sedan |
|---|---|
| 2nd row | sedan |
| 3rd row | hatchback |
| 4th row | sedan |
| 5th row | sedan |
Common Values
| Value | Count | Frequency (%) |
| sedan | 96 | |
| hatchback | 70 | |
| wagon | 25 | 12.2% |
| hardtop | 8 | 3.9% |
| convertible | 6 | 2.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sedan | 96 | |
| hatchback | 70 | |
| wagon | 25 | 12.2% |
| hardtop | 8 | 3.9% |
| convertible | 6 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 269 | |
| h | 148 | |
| c | 146 | |
| n | 127 | |
| e | 108 | |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 84 | 6.2% |
| b | 76 | 5.6% |
| k | 70 | 5.2% |
| Other values (8) | 129 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1357 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 269 | |
| h | 148 | |
| c | 146 | |
| n | 127 | |
| e | 108 | |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 84 | 6.2% |
| b | 76 | 5.6% |
| k | 70 | 5.2% |
| Other values (8) | 129 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1357 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 269 | |
| h | 148 | |
| c | 146 | |
| n | 127 | |
| e | 108 | |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 84 | 6.2% |
| b | 76 | 5.6% |
| k | 70 | 5.2% |
| Other values (8) | 129 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1357 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 269 | |
| h | 148 | |
| c | 146 | |
| n | 127 | |
| e | 108 | |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 84 | 6.2% |
| b | 76 | 5.6% |
| k | 70 | 5.2% |
| Other values (8) | 129 |
Drive-wheels
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.1 KiB |
| fwd | |
|---|---|
| rwd | |
| 4wd | 9 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | rwd |
|---|---|
| 2nd row | fwd |
| 3rd row | fwd |
| 4th row | fwd |
| 5th row | fwd |
Common Values
| Value | Count | Frequency (%) |
| fwd | 120 | |
| rwd | 76 | |
| 4wd | 9 | 4.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fwd | 120 | |
| rwd | 76 | |
| 4wd | 9 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| w | 205 | |
| d | 205 | |
| f | 120 | |
| r | 76 | 12.4% |
| 4 | 9 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| w | 205 | |
| d | 205 | |
| f | 120 | |
| r | 76 | 12.4% |
| 4 | 9 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| w | 205 | |
| d | 205 | |
| f | 120 | |
| r | 76 | 12.4% |
| 4 | 9 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 615 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| w | 205 | |
| d | 205 | |
| f | 120 | |
| r | 76 | 12.4% |
| 4 | 9 | 1.5% |
Engine-location
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.5 KiB |
| front | |
|---|---|
| rear | 3 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9853659 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | front |
|---|---|
| 2nd row | front |
| 3rd row | front |
| 4th row | front |
| 5th row | front |
Common Values
| Value | Count | Frequency (%) |
| front | 202 | |
| rear | 3 | 1.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| front | 202 | |
| rear | 3 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 208 | |
| f | 202 | |
| o | 202 | |
| n | 202 | |
| t | 202 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1022 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 208 | |
| f | 202 | |
| o | 202 | |
| n | 202 | |
| t | 202 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1022 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 208 | |
| f | 202 | |
| o | 202 | |
| n | 202 | |
| t | 202 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1022 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 208 | |
| f | 202 | |
| o | 202 | |
| n | 202 | |
| t | 202 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Wheel-base
Real number (ℝ)
High correlation
| Distinct | 53 |
|---|---|
| Distinct (%) | 25.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98.756585 |
| Minimum | 86.6 |
|---|---|
| Maximum | 120.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 86.6 |
|---|---|
| 5-th percentile | 93.02 |
| Q1 | 94.5 |
| median | 97 |
| Q3 | 102.4 |
| 95-th percentile | 110 |
| Maximum | 120.9 |
| Range | 34.3 |
| Interquartile range (IQR) | 7.9 |
Descriptive statistics
| Standard deviation | 6.0217757 |
|---|---|
| Coefficient of variation (CV) | 0.060975941 |
| Kurtosis | 1.0170389 |
| Mean | 98.756585 |
| Median Absolute Deviation (MAD) | 2.7 |
| Skewness | 1.0502138 |
| Sum | 20245.1 |
| Variance | 36.261782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 94.5 | 21 | 10.2% |
| 93.7 | 20 | 9.8% |
| 95.7 | 13 | 6.3% |
| 96.5 | 8 | 3.9% |
| 98.4 | 7 | 3.4% |
| 97.3 | 7 | 3.4% |
| 96.3 | 6 | 2.9% |
| 104.3 | 6 | 2.9% |
| 100.4 | 6 | 2.9% |
| 107.9 | 6 | 2.9% |
| Other values (43) | 105 |
| Value | Count | Frequency (%) |
| 86.6 | 2 | 1.0% |
| 88.4 | 1 | 0.5% |
| 88.6 | 2 | 1.0% |
| 89.5 | 3 | 1.5% |
| 91.3 | 2 | 1.0% |
| 93 | 1 | 0.5% |
| 93.1 | 5 | 2.4% |
| 93.3 | 1 | 0.5% |
| 93.7 | 20 | |
| 94.3 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 120.9 | 1 | 0.5% |
| 115.6 | 2 | 1.0% |
| 114.2 | 4 | |
| 113 | 2 | 1.0% |
| 112 | 1 | 0.5% |
| 110 | 3 | |
| 109.1 | 5 | |
| 108 | 1 | 0.5% |
| 107.9 | 6 | |
| 106.7 | 1 | 0.5% |
Length
Real number (ℝ)
High correlation
| Distinct | 75 |
|---|---|
| Distinct (%) | 36.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 174.04927 |
| Minimum | 141.1 |
|---|---|
| Maximum | 208.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 141.1 |
|---|---|
| 5-th percentile | 157.14 |
| Q1 | 166.3 |
| median | 173.2 |
| Q3 | 183.1 |
| 95-th percentile | 196.36 |
| Maximum | 208.1 |
| Range | 67 |
| Interquartile range (IQR) | 16.8 |
Descriptive statistics
| Standard deviation | 12.337289 |
|---|---|
| Coefficient of variation (CV) | 0.070883886 |
| Kurtosis | -0.082894853 |
| Mean | 174.04927 |
| Median Absolute Deviation (MAD) | 6.9 |
| Skewness | 0.15595377 |
| Sum | 35680.1 |
| Variance | 152.20869 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 157.3 | 15 | 7.3% |
| 188.8 | 11 | 5.4% |
| 166.3 | 7 | 3.4% |
| 186.7 | 7 | 3.4% |
| 171.7 | 7 | 3.4% |
| 186.6 | 6 | 2.9% |
| 176.2 | 6 | 2.9% |
| 165.3 | 6 | 2.9% |
| 177.8 | 6 | 2.9% |
| 172 | 5 | 2.4% |
| Other values (65) | 129 |
| Value | Count | Frequency (%) |
| 141.1 | 1 | 0.5% |
| 144.6 | 2 | 1.0% |
| 150 | 3 | 1.5% |
| 155.9 | 3 | 1.5% |
| 156.9 | 1 | 0.5% |
| 157.1 | 1 | 0.5% |
| 157.3 | 15 | |
| 157.9 | 1 | 0.5% |
| 158.7 | 3 | 1.5% |
| 158.8 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 208.1 | 1 | 0.5% |
| 202.6 | 2 | |
| 199.6 | 2 | |
| 199.2 | 1 | 0.5% |
| 198.9 | 4 | |
| 197 | 1 | 0.5% |
| 193.8 | 1 | 0.5% |
| 192.7 | 3 | |
| 191.7 | 1 | 0.5% |
| 190.9 | 2 |
Width
Real number (ℝ)
High correlation
| Distinct | 44 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.907805 |
| Minimum | 60.3 |
|---|---|
| Maximum | 72.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 60.3 |
|---|---|
| 5-th percentile | 63.6 |
| Q1 | 64.1 |
| median | 65.5 |
| Q3 | 66.9 |
| 95-th percentile | 70.46 |
| Maximum | 72.3 |
| Range | 12 |
| Interquartile range (IQR) | 2.8 |
Descriptive statistics
| Standard deviation | 2.1452039 |
|---|---|
| Coefficient of variation (CV) | 0.032548556 |
| Kurtosis | 0.70276424 |
| Mean | 65.907805 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | 0.9040035 |
| Sum | 13511.1 |
| Variance | 4.6018996 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 63.8 | 24 | 11.7% |
| 66.5 | 23 | 11.2% |
| 65.4 | 15 | 7.3% |
| 63.6 | 11 | 5.4% |
| 68.4 | 10 | 4.9% |
| 64.4 | 10 | 4.9% |
| 64 | 9 | 4.4% |
| 65.5 | 8 | 3.9% |
| 65.2 | 7 | 3.4% |
| 67.2 | 6 | 2.9% |
| Other values (34) | 82 |
| Value | Count | Frequency (%) |
| 60.3 | 1 | 0.5% |
| 61.8 | 1 | 0.5% |
| 62.5 | 1 | 0.5% |
| 63.4 | 1 | 0.5% |
| 63.6 | 11 | |
| 63.8 | 24 | |
| 63.9 | 3 | 1.5% |
| 64 | 9 | 4.4% |
| 64.1 | 2 | 1.0% |
| 64.2 | 6 | 2.9% |
| Value | Count | Frequency (%) |
| 72.3 | 1 | 0.5% |
| 72 | 1 | 0.5% |
| 71.7 | 3 | |
| 71.4 | 3 | |
| 70.9 | 1 | 0.5% |
| 70.6 | 1 | 0.5% |
| 70.5 | 1 | 0.5% |
| 70.3 | 3 | |
| 69.6 | 2 | |
| 68.9 | 4 |
Height
Real number (ℝ)
High correlation
| Distinct | 49 |
|---|---|
| Distinct (%) | 23.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.724878 |
| Minimum | 47.8 |
|---|---|
| Maximum | 59.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 47.8 |
|---|---|
| 5-th percentile | 49.7 |
| Q1 | 52 |
| median | 54.1 |
| Q3 | 55.5 |
| 95-th percentile | 57.5 |
| Maximum | 59.8 |
| Range | 12 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.443522 |
|---|---|
| Coefficient of variation (CV) | 0.045482132 |
| Kurtosis | -0.44381237 |
| Mean | 53.724878 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 0.063122732 |
| Sum | 11013.6 |
| Variance | 5.9707996 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 50.8 | 14 | 6.8% |
| 55.7 | 12 | 5.9% |
| 52 | 12 | 5.9% |
| 54.5 | 10 | 4.9% |
| 54.1 | 10 | 4.9% |
| 55.5 | 9 | 4.4% |
| 56.7 | 8 | 3.9% |
| 54.3 | 8 | 3.9% |
| 56.1 | 7 | 3.4% |
| 52.6 | 7 | 3.4% |
| Other values (39) | 108 |
| Value | Count | Frequency (%) |
| 47.8 | 1 | 0.5% |
| 48.8 | 2 | 1.0% |
| 49.4 | 2 | 1.0% |
| 49.6 | 4 | 2.0% |
| 49.7 | 3 | 1.5% |
| 50.2 | 6 | |
| 50.5 | 2 | 1.0% |
| 50.6 | 5 | 2.4% |
| 50.8 | 14 | |
| 51 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 59.8 | 2 | 1.0% |
| 59.1 | 3 | 1.5% |
| 58.7 | 4 | |
| 58.3 | 1 | 0.5% |
| 57.5 | 3 | 1.5% |
| 56.7 | 8 | |
| 56.5 | 2 | 1.0% |
| 56.3 | 2 | 1.0% |
| 56.2 | 3 | 1.5% |
| 56.1 | 7 |
Curb-weight
Real number (ℝ)
High correlation
| Distinct | 171 |
|---|---|
| Distinct (%) | 83.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2555.5659 |
| Minimum | 1488 |
|---|---|
| Maximum | 4066 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 1488 |
|---|---|
| 5-th percentile | 1901 |
| Q1 | 2145 |
| median | 2414 |
| Q3 | 2935 |
| 95-th percentile | 3503 |
| Maximum | 4066 |
| Range | 2578 |
| Interquartile range (IQR) | 790 |
Descriptive statistics
| Standard deviation | 520.6802 |
|---|---|
| Coefficient of variation (CV) | 0.20374361 |
| Kurtosis | -0.042853766 |
| Mean | 2555.5659 |
| Median Absolute Deviation (MAD) | 386 |
| Skewness | 0.68139819 |
| Sum | 523891 |
| Variance | 271107.87 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2385 | 4 | 2.0% |
| 1989 | 3 | 1.5% |
| 1918 | 3 | 1.5% |
| 2275 | 3 | 1.5% |
| 1874 | 2 | 1.0% |
| 2579 | 2 | 1.0% |
| 2300 | 2 | 1.0% |
| 2290 | 2 | 1.0% |
| 4066 | 2 | 1.0% |
| 3075 | 2 | 1.0% |
| Other values (161) | 180 |
| Value | Count | Frequency (%) |
| 1488 | 1 | |
| 1713 | 1 | |
| 1819 | 1 | |
| 1837 | 1 | |
| 1874 | 2 | |
| 1876 | 2 | |
| 1889 | 1 | |
| 1890 | 1 | |
| 1900 | 1 | |
| 1905 | 1 |
| Value | Count | Frequency (%) |
| 4066 | 2 | |
| 3950 | 1 | |
| 3900 | 1 | |
| 3770 | 1 | |
| 3750 | 1 | |
| 3740 | 1 | |
| 3715 | 1 | |
| 3685 | 1 | |
| 3515 | 1 | |
| 3505 | 1 |
Engine-type
Categorical
High correlation
| Distinct | 7 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.2 KiB |
| ohc | |
|---|---|
| ohcf | |
| ohcv | 13 |
| l | 12 |
| dohc | 12 |
| Other values (2) | 5 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.1268293 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | ohc |
|---|---|
| 2nd row | ohc |
| 3rd row | ohc |
| 4th row | ohc |
| 5th row | ohc |
Common Values
| Value | Count | Frequency (%) |
| ohc | 148 | |
| ohcf | 15 | 7.3% |
| ohcv | 13 | 6.3% |
| l | 12 | 5.9% |
| dohc | 12 | 5.9% |
| rotor | 4 | 2.0% |
| dohcv | 1 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ohc | 148 | |
| ohcf | 15 | 7.3% |
| ohcv | 13 | 6.3% |
| l | 12 | 5.9% |
| dohc | 12 | 5.9% |
| rotor | 4 | 2.0% |
| dohcv | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 197 | |
| h | 189 | |
| c | 189 | |
| f | 15 | 2.3% |
| v | 14 | 2.2% |
| d | 13 | 2.0% |
| l | 12 | 1.9% |
| r | 8 | 1.2% |
| t | 4 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 641 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 197 | |
| h | 189 | |
| c | 189 | |
| f | 15 | 2.3% |
| v | 14 | 2.2% |
| d | 13 | 2.0% |
| l | 12 | 1.9% |
| r | 8 | 1.2% |
| t | 4 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 641 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 197 | |
| h | 189 | |
| c | 189 | |
| f | 15 | 2.3% |
| v | 14 | 2.2% |
| d | 13 | 2.0% |
| l | 12 | 1.9% |
| r | 8 | 1.2% |
| t | 4 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 641 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 197 | |
| h | 189 | |
| c | 189 | |
| f | 15 | 2.3% |
| v | 14 | 2.2% |
| d | 13 | 2.0% |
| l | 12 | 1.9% |
| r | 8 | 1.2% |
| t | 4 | 0.6% |
Num-of-cylinders
Categorical
High correlation Imbalance
| Distinct | 7 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.3 KiB |
| four | |
|---|---|
| six | |
| five | 11 |
| eight | 5 |
| two | 4 |
| Other values (2) | 2 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 3.902439 |
| Min length | 3 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | four |
|---|---|
| 2nd row | four |
| 3rd row | four |
| 4th row | four |
| 5th row | four |
Common Values
| Value | Count | Frequency (%) |
| four | 159 | |
| six | 24 | 11.7% |
| five | 11 | 5.4% |
| eight | 5 | 2.4% |
| two | 4 | 2.0% |
| twelve | 1 | 0.5% |
| three | 1 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| four | 159 | |
| six | 24 | 11.7% |
| five | 11 | 5.4% |
| eight | 5 | 2.4% |
| two | 4 | 2.0% |
| twelve | 1 | 0.5% |
| three | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 170 | |
| o | 163 | |
| r | 160 | |
| u | 159 | |
| i | 40 | 5.0% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 800 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| f | 170 | |
| o | 163 | |
| r | 160 | |
| u | 159 | |
| i | 40 | 5.0% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 800 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| f | 170 | |
| o | 163 | |
| r | 160 | |
| u | 159 | |
| i | 40 | 5.0% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 800 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| f | 170 | |
| o | 163 | |
| r | 160 | |
| u | 159 | |
| i | 40 | 5.0% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Engine-size
Real number (ℝ)
High correlation
| Distinct | 44 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.90732 |
| Minimum | 61 |
|---|---|
| Maximum | 326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 61 |
|---|---|
| 5-th percentile | 90 |
| Q1 | 97 |
| median | 120 |
| Q3 | 141 |
| 95-th percentile | 201.2 |
| Maximum | 326 |
| Range | 265 |
| Interquartile range (IQR) | 44 |
Descriptive statistics
| Standard deviation | 41.642693 |
|---|---|
| Coefficient of variation (CV) | 0.32813469 |
| Kurtosis | 5.3056821 |
| Mean | 126.90732 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 1.947655 |
| Sum | 26016 |
| Variance | 1734.1139 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 122 | 15 | 7.3% |
| 92 | 15 | 7.3% |
| 98 | 14 | 6.8% |
| 97 | 14 | 6.8% |
| 108 | 13 | 6.3% |
| 90 | 12 | 5.9% |
| 110 | 12 | 5.9% |
| 109 | 8 | 3.9% |
| 120 | 7 | 3.4% |
| 141 | 7 | 3.4% |
| Other values (34) | 88 |
| Value | Count | Frequency (%) |
| 61 | 1 | 0.5% |
| 70 | 3 | 1.5% |
| 79 | 1 | 0.5% |
| 80 | 1 | 0.5% |
| 90 | 12 | |
| 91 | 5 | 2.4% |
| 92 | 15 | |
| 97 | 14 | |
| 98 | 14 | |
| 103 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 326 | 1 | 0.5% |
| 308 | 1 | 0.5% |
| 304 | 1 | 0.5% |
| 258 | 2 | 1.0% |
| 234 | 2 | 1.0% |
| 209 | 3 | |
| 203 | 1 | 0.5% |
| 194 | 3 | |
| 183 | 4 | |
| 181 | 6 |
Fuel-system
Categorical
High correlation
| Distinct | 8 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.3 KiB |
| mpfi | |
|---|---|
| 2bbl | |
| idi | |
| 1bbl | |
| spdi | 9 |
| Other values (3) | 5 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.897561 |
| Min length | 3 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | 2bbl |
|---|---|
| 2nd row | 2bbl |
| 3rd row | 2bbl |
| 4th row | 2bbl |
| 5th row | mpfi |
Common Values
| Value | Count | Frequency (%) |
| mpfi | 94 | |
| 2bbl | 66 | |
| idi | 20 | 9.8% |
| 1bbl | 11 | 5.4% |
| spdi | 9 | 4.4% |
| 4bbl | 3 | 1.5% |
| spfi | 1 | 0.5% |
| mfi | 1 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mpfi | 94 | |
| 2bbl | 66 | |
| idi | 20 | 9.8% |
| 1bbl | 11 | 5.4% |
| spdi | 9 | 4.4% |
| 4bbl | 3 | 1.5% |
| spfi | 1 | 0.5% |
| mfi | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 145 | |
| p | 104 | |
| f | 96 | |
| m | 95 | |
| l | 80 | |
| 2 | 66 | |
| d | 29 | 3.6% |
| 1 | 11 | 1.4% |
| s | 10 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 799 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 145 | |
| p | 104 | |
| f | 96 | |
| m | 95 | |
| l | 80 | |
| 2 | 66 | |
| d | 29 | 3.6% |
| 1 | 11 | 1.4% |
| s | 10 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 799 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 145 | |
| p | 104 | |
| f | 96 | |
| m | 95 | |
| l | 80 | |
| 2 | 66 | |
| d | 29 | 3.6% |
| 1 | 11 | 1.4% |
| s | 10 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 799 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 145 | |
| p | 104 | |
| f | 96 | |
| m | 95 | |
| l | 80 | |
| 2 | 66 | |
| d | 29 | 3.6% |
| 1 | 11 | 1.4% |
| s | 10 | 1.3% |
Bore
Real number (ℝ)
High correlation Missing
| Distinct | 38 |
|---|---|
| Distinct (%) | 18.9% |
| Missing | 4 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3297512 |
| Minimum | 2.54 |
|---|---|
| Maximum | 3.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 2.54 |
|---|---|
| 5-th percentile | 2.97 |
| Q1 | 3.15 |
| median | 3.31 |
| Q3 | 3.59 |
| 95-th percentile | 3.78 |
| Maximum | 3.94 |
| Range | 1.4 |
| Interquartile range (IQR) | 0.44 |
Descriptive statistics
| Standard deviation | 0.27353873 |
|---|---|
| Coefficient of variation (CV) | 0.0821499 |
| Kurtosis | -0.8289454 |
| Mean | 3.3297512 |
| Median Absolute Deviation (MAD) | 0.26 |
| Skewness | 0.02001551 |
| Sum | 669.28 |
| Variance | 0.074823438 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 3.62 | 23 | 11.2% |
| 3.19 | 20 | 9.8% |
| 3.15 | 15 | 7.3% |
| 3.03 | 12 | 5.9% |
| 2.97 | 12 | 5.9% |
| 3.46 | 9 | 4.4% |
| 3.78 | 8 | 3.9% |
| 3.43 | 8 | 3.9% |
| 3.31 | 8 | 3.9% |
| 3.27 | 7 | 3.4% |
| Other values (28) | 79 |
| Value | Count | Frequency (%) |
| 2.54 | 1 | 0.5% |
| 2.68 | 1 | 0.5% |
| 2.91 | 7 | |
| 2.92 | 1 | 0.5% |
| 2.97 | 12 | |
| 2.99 | 1 | 0.5% |
| 3.01 | 5 | |
| 3.03 | 12 | |
| 3.05 | 6 | |
| 3.08 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 3.94 | 2 | 1.0% |
| 3.8 | 2 | 1.0% |
| 3.78 | 8 | 3.9% |
| 3.76 | 1 | 0.5% |
| 3.74 | 3 | 1.5% |
| 3.7 | 5 | 2.4% |
| 3.63 | 2 | 1.0% |
| 3.62 | 23 | |
| 3.61 | 1 | 0.5% |
| 3.6 | 1 | 0.5% |
Stroke
Real number (ℝ)
High correlation Missing
| Distinct | 36 |
|---|---|
| Distinct (%) | 17.9% |
| Missing | 4 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2554229 |
| Minimum | 2.07 |
|---|---|
| Maximum | 4.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 2.07 |
|---|---|
| 5-th percentile | 2.64 |
| Q1 | 3.11 |
| median | 3.29 |
| Q3 | 3.41 |
| 95-th percentile | 3.64 |
| Maximum | 4.17 |
| Range | 2.1 |
| Interquartile range (IQR) | 0.3 |
Descriptive statistics
| Standard deviation | 0.31671745 |
|---|---|
| Coefficient of variation (CV) | 0.097289189 |
| Kurtosis | 2.0742435 |
| Mean | 3.2554229 |
| Median Absolute Deviation (MAD) | 0.17 |
| Skewness | -0.68312219 |
| Sum | 654.34 |
| Variance | 0.10030995 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 3.4 | 20 | 9.8% |
| 3.03 | 14 | 6.8% |
| 3.15 | 14 | 6.8% |
| 3.23 | 14 | 6.8% |
| 3.39 | 13 | 6.3% |
| 2.64 | 11 | 5.4% |
| 3.35 | 9 | 4.4% |
| 3.29 | 9 | 4.4% |
| 3.46 | 8 | 3.9% |
| 3.5 | 6 | 2.9% |
| Other values (26) | 83 |
| Value | Count | Frequency (%) |
| 2.07 | 1 | 0.5% |
| 2.19 | 2 | 1.0% |
| 2.36 | 1 | 0.5% |
| 2.64 | 11 | |
| 2.68 | 2 | 1.0% |
| 2.76 | 1 | 0.5% |
| 2.8 | 2 | 1.0% |
| 2.87 | 1 | 0.5% |
| 2.9 | 3 | 1.5% |
| 3.03 | 14 |
| Value | Count | Frequency (%) |
| 4.17 | 2 | 1.0% |
| 3.9 | 3 | 1.5% |
| 3.86 | 4 | |
| 3.64 | 5 | |
| 3.58 | 6 | |
| 3.54 | 4 | |
| 3.52 | 5 | |
| 3.5 | 6 | |
| 3.47 | 4 | |
| 3.46 | 8 |
Compression-ratio
Real number (ℝ)
High correlation
| Distinct | 32 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.142537 |
| Minimum | 7 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 7.5 |
| Q1 | 8.6 |
| median | 9 |
| Q3 | 9.4 |
| 95-th percentile | 21.82 |
| Maximum | 23 |
| Range | 16 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 3.9720403 |
|---|---|
| Coefficient of variation (CV) | 0.39162199 |
| Kurtosis | 5.2330543 |
| Mean | 10.142537 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 2.6108625 |
| Sum | 2079.22 |
| Variance | 15.777104 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 9 | 46 | |
| 9.4 | 26 | |
| 8.5 | 14 | 6.8% |
| 9.5 | 13 | 6.3% |
| 9.3 | 11 | 5.4% |
| 8.7 | 9 | 4.4% |
| 8 | 8 | 3.9% |
| 9.2 | 8 | 3.9% |
| 7 | 7 | 3.4% |
| 8.4 | 5 | 2.4% |
| Other values (22) | 58 |
| Value | Count | Frequency (%) |
| 7 | 7 | |
| 7.5 | 5 | 2.4% |
| 7.6 | 4 | 2.0% |
| 7.7 | 2 | 1.0% |
| 7.8 | 1 | 0.5% |
| 8 | 8 | |
| 8.1 | 2 | 1.0% |
| 8.3 | 3 | 1.5% |
| 8.4 | 5 | 2.4% |
| 8.5 | 14 |
| Value | Count | Frequency (%) |
| 23 | 5 | |
| 22.7 | 1 | 0.5% |
| 22.5 | 3 | |
| 22 | 1 | 0.5% |
| 21.9 | 1 | 0.5% |
| 21.5 | 4 | |
| 21 | 5 | |
| 11.5 | 1 | 0.5% |
| 10.1 | 1 | 0.5% |
| 10 | 3 |
Horsepower
Real number (ℝ)
High correlation
| Distinct | 59 |
|---|---|
| Distinct (%) | 29.1% |
| Missing | 2 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.25616 |
| Minimum | 48 |
|---|---|
| Maximum | 288 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 70 |
| median | 95 |
| Q3 | 116 |
| 95-th percentile | 181.4 |
| Maximum | 288 |
| Range | 240 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 39.714369 |
|---|---|
| Coefficient of variation (CV) | 0.38093068 |
| Kurtosis | 2.6232798 |
| Mean | 104.25616 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 1.3910295 |
| Sum | 21164 |
| Variance | 1577.2311 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 68 | 19 | 9.3% |
| 70 | 11 | 5.4% |
| 69 | 10 | 4.9% |
| 116 | 9 | 4.4% |
| 110 | 8 | 3.9% |
| 95 | 7 | 3.4% |
| 101 | 6 | 2.9% |
| 160 | 6 | 2.9% |
| 88 | 6 | 2.9% |
| 114 | 6 | 2.9% |
| Other values (49) | 115 |
| Value | Count | Frequency (%) |
| 48 | 1 | 0.5% |
| 52 | 2 | 1.0% |
| 55 | 1 | 0.5% |
| 56 | 2 | 1.0% |
| 58 | 1 | 0.5% |
| 60 | 1 | 0.5% |
| 62 | 6 | 2.9% |
| 64 | 1 | 0.5% |
| 68 | 19 | |
| 69 | 10 |
| Value | Count | Frequency (%) |
| 288 | 1 | 0.5% |
| 262 | 1 | 0.5% |
| 207 | 3 | |
| 200 | 1 | 0.5% |
| 184 | 2 | |
| 182 | 3 | |
| 176 | 2 | |
| 175 | 1 | 0.5% |
| 162 | 2 | |
| 161 | 2 |
Peak-rpm
Real number (ℝ)
High correlation
| Distinct | 23 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 2 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5125.3695 |
| Minimum | 4150 |
|---|---|
| Maximum | 6600 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 4150 |
|---|---|
| 5-th percentile | 4250 |
| Q1 | 4800 |
| median | 5200 |
| Q3 | 5500 |
| 95-th percentile | 5990 |
| Maximum | 6600 |
| Range | 2450 |
| Interquartile range (IQR) | 700 |
Descriptive statistics
| Standard deviation | 479.33456 |
|---|---|
| Coefficient of variation (CV) | 0.093521953 |
| Kurtosis | 0.056526492 |
| Mean | 5125.3695 |
| Median Absolute Deviation (MAD) | 300 |
| Skewness | 0.073236691 |
| Sum | 1040450 |
| Variance | 229761.62 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 5500 | 37 | |
| 4800 | 36 | |
| 5000 | 27 | |
| 5200 | 23 | |
| 5400 | 13 | 6.3% |
| 6000 | 9 | 4.4% |
| 5800 | 7 | 3.4% |
| 5250 | 7 | 3.4% |
| 4500 | 7 | 3.4% |
| 4150 | 5 | 2.4% |
| Other values (13) | 32 |
| Value | Count | Frequency (%) |
| 4150 | 5 | 2.4% |
| 4200 | 5 | 2.4% |
| 4250 | 3 | 1.5% |
| 4350 | 4 | 2.0% |
| 4400 | 3 | 1.5% |
| 4500 | 7 | 3.4% |
| 4650 | 1 | 0.5% |
| 4750 | 4 | 2.0% |
| 4800 | 36 | |
| 4900 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 6600 | 2 | 1.0% |
| 6000 | 9 | 4.4% |
| 5900 | 3 | 1.5% |
| 5800 | 7 | 3.4% |
| 5750 | 1 | 0.5% |
| 5600 | 1 | 0.5% |
| 5500 | 37 | |
| 5400 | 13 | 6.3% |
| 5300 | 1 | 0.5% |
| 5250 | 7 | 3.4% |
City-mpg
Real number (ℝ)
High correlation
| Distinct | 29 |
|---|---|
| Distinct (%) | 14.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.219512 |
| Minimum | 13 |
|---|---|
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 19 |
| median | 24 |
| Q3 | 30 |
| 95-th percentile | 37 |
| Maximum | 49 |
| Range | 36 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.5421417 |
|---|---|
| Coefficient of variation (CV) | 0.25940794 |
| Kurtosis | 0.57864834 |
| Mean | 25.219512 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.66370403 |
| Sum | 5170 |
| Variance | 42.799617 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 31 | 28 | |
| 19 | 27 | |
| 24 | 22 | |
| 27 | 14 | 6.8% |
| 17 | 13 | 6.3% |
| 26 | 12 | 5.9% |
| 23 | 12 | 5.9% |
| 30 | 8 | 3.9% |
| 25 | 8 | 3.9% |
| 21 | 8 | 3.9% |
| Other values (19) | 53 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.5% |
| 14 | 2 | 1.0% |
| 15 | 3 | 1.5% |
| 16 | 6 | 2.9% |
| 17 | 13 | |
| 18 | 3 | 1.5% |
| 19 | 27 | |
| 20 | 3 | 1.5% |
| 21 | 8 | 3.9% |
| 22 | 4 | 2.0% |
| Value | Count | Frequency (%) |
| 49 | 1 | 0.5% |
| 47 | 1 | 0.5% |
| 45 | 1 | 0.5% |
| 38 | 7 | |
| 37 | 6 | |
| 36 | 1 | 0.5% |
| 35 | 1 | 0.5% |
| 34 | 1 | 0.5% |
| 33 | 1 | 0.5% |
| 32 | 1 | 0.5% |
Highway-mpg
Real number (ℝ)
High correlation
| Distinct | 30 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.75122 |
| Minimum | 16 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 25 |
| median | 30 |
| Q3 | 34 |
| 95-th percentile | 42.8 |
| Maximum | 54 |
| Range | 38 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 6.8864431 |
|---|---|
| Coefficient of variation (CV) | 0.22394049 |
| Kurtosis | 0.44007038 |
| Mean | 30.75122 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.53999719 |
| Sum | 6304 |
| Variance | 47.423099 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 25 | 19 | 9.3% |
| 38 | 17 | 8.3% |
| 24 | 17 | 8.3% |
| 32 | 16 | 7.8% |
| 30 | 16 | 7.8% |
| 34 | 14 | 6.8% |
| 37 | 13 | 6.3% |
| 28 | 13 | 6.3% |
| 29 | 10 | 4.9% |
| 33 | 9 | 4.4% |
| Other values (20) | 61 |
| Value | Count | Frequency (%) |
| 16 | 2 | 1.0% |
| 17 | 1 | 0.5% |
| 18 | 2 | 1.0% |
| 19 | 2 | 1.0% |
| 20 | 2 | 1.0% |
| 22 | 8 | |
| 23 | 7 | 3.4% |
| 24 | 17 | |
| 25 | 19 | |
| 26 | 3 | 1.5% |
| Value | Count | Frequency (%) |
| 54 | 1 | 0.5% |
| 53 | 1 | 0.5% |
| 50 | 1 | 0.5% |
| 47 | 2 | 1.0% |
| 46 | 2 | 1.0% |
| 43 | 4 | 2.0% |
| 42 | 3 | 1.5% |
| 41 | 3 | 1.5% |
| 39 | 2 | 1.0% |
| 38 | 17 |
Price
Real number (ℝ)
High correlation Missing
| Distinct | 186 |
|---|---|
| Distinct (%) | 92.5% |
| Missing | 4 |
| Missing (%) | 2.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13207.129 |
| Minimum | 5118 |
|---|---|
| Maximum | 45400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 5118 |
|---|---|
| 5-th percentile | 6189 |
| Q1 | 7775 |
| median | 10295 |
| Q3 | 16500 |
| 95-th percentile | 32528 |
| Maximum | 45400 |
| Range | 40282 |
| Interquartile range (IQR) | 8725 |
Descriptive statistics
| Standard deviation | 7947.0663 |
|---|---|
| Coefficient of variation (CV) | 0.60172549 |
| Kurtosis | 3.2315369 |
| Mean | 13207.129 |
| Median Absolute Deviation (MAD) | 3306 |
| Skewness | 1.8096753 |
| Sum | 2654633 |
| Variance | 63155863 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7775 | 2 | 1.0% |
| 8495 | 2 | 1.0% |
| 7957 | 2 | 1.0% |
| 9279 | 2 | 1.0% |
| 16500 | 2 | 1.0% |
| 18150 | 2 | 1.0% |
| 8921 | 2 | 1.0% |
| 8845 | 2 | 1.0% |
| 7898 | 2 | 1.0% |
| 7609 | 2 | 1.0% |
| Other values (176) | 181 | |
| (Missing) | 4 | 2.0% |
| Value | Count | Frequency (%) |
| 5118 | 1 | |
| 5151 | 1 | |
| 5195 | 1 | |
| 5348 | 1 | |
| 5389 | 1 | |
| 5399 | 1 | |
| 5499 | 1 | |
| 5572 | 2 | |
| 6095 | 1 | |
| 6189 | 1 |
| Value | Count | Frequency (%) |
| 45400 | 1 | |
| 41315 | 1 | |
| 40960 | 1 | |
| 37028 | 1 | |
| 36880 | 1 | |
| 36000 | 1 | |
| 35550 | 1 | |
| 35056 | 1 | |
| 34184 | 1 | |
| 34028 | 1 |
Symboling
Real number (ℝ)
High correlation Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.83414634 |
| Minimum | -2 |
|---|---|
| Maximum | 3 |
| Zeros | 67 |
| Zeros (%) | 32.7% |
| Negative | 25 |
| Negative (%) | 12.2% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.2453068 |
|---|---|
| Coefficient of variation (CV) | 1.4929117 |
| Kurtosis | -0.67627136 |
| Mean | 0.83414634 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21107227 |
| Sum | 171 |
| Variance | 1.5507891 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 67 | |
| 1 | 54 | |
| 2 | 32 | |
| 3 | 27 | |
| -1 | 22 | 10.7% |
| -2 | 3 | 1.5% |
| Value | Count | Frequency (%) |
| -2 | 3 | 1.5% |
| -1 | 22 | 10.7% |
| 0 | 67 | |
| 1 | 54 | |
| 2 | 32 | |
| 3 | 27 |
| Value | Count | Frequency (%) |
| 3 | 27 | |
| 2 | 32 | |
| 1 | 54 | |
| 0 | 67 | |
| -1 | 22 | 10.7% |
| -2 | 3 | 1.5% |
Interactions
Correlations
| Aspiration | Body-style | Bore | City-mpg | Compression-ratio | Curb-weight | Drive-wheels | Engine-location | Engine-size | Engine-type | Fuel-system | Fuel-type | Height | Highway-mpg | Horsepower | Length | Make | Num-of-cylinders | Num-of-doors | Peak-rpm | Price | Stroke | Symboling | Wheel-base | Width | Normalized-losses | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Aspiration | 1.000 | 0.000 | 0.328 | 0.186 | 0.554 | 0.375 | 0.118 | 0.000 | 0.271 | 0.150 | 0.610 | 0.374 | 0.237 | 0.319 | 0.342 | 0.207 | 0.410 | 0.196 | 0.000 | 0.314 | 0.394 | 0.259 | 0.185 | 0.310 | 0.301 | 0.000 |
| Body-style | 0.000 | 1.000 | 0.151 | 0.000 | 0.048 | 0.230 | 0.214 | 0.438 | 0.202 | 0.132 | 0.144 | 0.173 | 0.497 | 0.000 | 0.185 | 0.241 | 0.317 | 0.068 | 0.748 | 0.064 | 0.240 | 0.152 | 0.334 | 0.334 | 0.128 | 0.205 |
| Bore | 0.328 | 0.151 | 1.000 | -0.620 | -0.165 | 0.700 | 0.439 | 0.325 | 0.725 | 0.435 | 0.356 | 0.170 | 0.226 | -0.627 | 0.647 | 0.642 | 0.537 | 0.245 | 0.215 | -0.310 | 0.649 | -0.082 | -0.182 | 0.541 | 0.611 | -0.064 |
| City-mpg | 0.186 | 0.000 | -0.620 | 1.000 | 0.479 | -0.813 | 0.380 | 0.110 | -0.730 | 0.209 | 0.304 | 0.389 | -0.069 | 0.968 | -0.913 | -0.670 | 0.360 | 0.424 | 0.051 | -0.132 | -0.831 | -0.035 | -0.018 | -0.493 | -0.688 | -0.253 |
| Compression-ratio | 0.554 | 0.048 | -0.165 | 0.479 | 1.000 | -0.219 | 0.114 | 0.000 | -0.235 | 0.338 | 0.518 | 0.993 | 0.000 | 0.445 | -0.355 | -0.193 | 0.493 | 0.521 | 0.182 | -0.026 | -0.178 | -0.068 | 0.023 | -0.126 | -0.146 | -0.051 |
| Curb-weight | 0.375 | 0.230 | 0.700 | -0.813 | -0.219 | 1.000 | 0.456 | 0.100 | 0.878 | 0.327 | 0.292 | 0.305 | 0.346 | -0.834 | 0.807 | 0.890 | 0.494 | 0.482 | 0.267 | -0.238 | 0.914 | 0.163 | -0.256 | 0.765 | 0.864 | 0.086 |
| Drive-wheels | 0.118 | 0.214 | 0.439 | 0.380 | 0.114 | 0.456 | 1.000 | 0.124 | 0.469 | 0.425 | 0.387 | 0.088 | 0.360 | 0.437 | 0.401 | 0.409 | 0.603 | 0.336 | 0.051 | 0.245 | 0.443 | 0.334 | 0.266 | 0.417 | 0.403 | 0.343 |
| Engine-location | 0.000 | 0.438 | 0.325 | 0.110 | 0.000 | 0.100 | 0.124 | 1.000 | 0.619 | 0.399 | 0.000 | 0.000 | 0.272 | 0.101 | 0.843 | 0.000 | 0.703 | 0.288 | 0.068 | 0.447 | 0.468 | 0.614 | 0.272 | 0.568 | 0.160 | 1.000 |
| Engine-size | 0.271 | 0.202 | 0.725 | -0.730 | -0.235 | 0.878 | 0.469 | 0.619 | 1.000 | 0.527 | 0.333 | 0.157 | 0.200 | -0.721 | 0.820 | 0.783 | 0.533 | 0.642 | 0.202 | -0.275 | 0.828 | 0.293 | -0.177 | 0.648 | 0.771 | 0.081 |
| Engine-type | 0.150 | 0.132 | 0.435 | 0.209 | 0.338 | 0.327 | 0.425 | 0.399 | 0.527 | 1.000 | 0.377 | 0.250 | 0.388 | 0.325 | 0.515 | 0.317 | 0.629 | 0.546 | 0.201 | 0.359 | 0.261 | 0.440 | 0.222 | 0.353 | 0.369 | 0.349 |
| Fuel-system | 0.610 | 0.144 | 0.356 | 0.304 | 0.518 | 0.292 | 0.387 | 0.000 | 0.333 | 0.377 | 1.000 | 0.985 | 0.292 | 0.341 | 0.320 | 0.326 | 0.510 | 0.373 | 0.240 | 0.364 | 0.287 | 0.328 | 0.266 | 0.226 | 0.246 | 0.151 |
| Fuel-type | 0.374 | 0.173 | 0.170 | 0.389 | 0.993 | 0.305 | 0.088 | 0.000 | 0.157 | 0.250 | 0.985 | 1.000 | 0.277 | 0.336 | 0.220 | 0.110 | 0.370 | 0.155 | 0.149 | 0.593 | 0.340 | 0.371 | 0.217 | 0.341 | 0.233 | 0.163 |
| Height | 0.237 | 0.497 | 0.226 | -0.069 | 0.000 | 0.346 | 0.360 | 0.272 | 0.200 | 0.388 | 0.292 | 0.277 | 1.000 | -0.133 | 0.009 | 0.525 | 0.480 | 0.350 | 0.536 | -0.301 | 0.264 | -0.026 | -0.523 | 0.633 | 0.350 | -0.392 |
| Highway-mpg | 0.319 | 0.000 | -0.627 | 0.968 | 0.445 | -0.834 | 0.437 | 0.101 | -0.721 | 0.325 | 0.341 | 0.336 | -0.133 | 1.000 | -0.884 | -0.698 | 0.404 | 0.500 | 0.131 | -0.056 | -0.827 | -0.034 | 0.053 | -0.539 | -0.701 | -0.197 |
| Horsepower | 0.342 | 0.185 | 0.647 | -0.913 | -0.355 | 0.807 | 0.401 | 0.843 | 0.820 | 0.515 | 0.320 | 0.220 | 0.009 | -0.884 | 1.000 | 0.663 | 0.459 | 0.564 | 0.178 | 0.112 | 0.851 | 0.138 | -0.010 | 0.503 | 0.692 | 0.239 |
| Length | 0.207 | 0.241 | 0.642 | -0.670 | -0.193 | 0.890 | 0.409 | 0.000 | 0.783 | 0.317 | 0.326 | 0.110 | 0.525 | -0.698 | 0.663 | 1.000 | 0.500 | 0.356 | 0.361 | -0.272 | 0.810 | 0.181 | -0.396 | 0.912 | 0.888 | 0.021 |
| Make | 0.410 | 0.317 | 0.537 | 0.360 | 0.493 | 0.494 | 0.603 | 0.703 | 0.533 | 0.629 | 0.510 | 0.370 | 0.480 | 0.404 | 0.459 | 0.500 | 1.000 | 0.544 | 0.300 | 0.469 | 0.370 | 0.580 | 0.443 | 0.507 | 0.527 | 0.440 |
| Num-of-cylinders | 0.196 | 0.068 | 0.245 | 0.424 | 0.521 | 0.482 | 0.336 | 0.288 | 0.642 | 0.546 | 0.373 | 0.155 | 0.350 | 0.500 | 0.564 | 0.356 | 0.544 | 1.000 | 0.135 | 0.283 | 0.447 | 0.256 | 0.160 | 0.316 | 0.567 | 0.276 |
| Num-of-doors | 0.000 | 0.748 | 0.215 | 0.051 | 0.182 | 0.267 | 0.051 | 0.068 | 0.202 | 0.201 | 0.240 | 0.149 | 0.536 | 0.131 | 0.178 | 0.361 | 0.300 | 0.135 | 1.000 | 0.245 | 0.000 | 0.149 | 0.682 | 0.444 | 0.297 | 0.417 |
| Peak-rpm | 0.314 | 0.064 | -0.310 | -0.132 | -0.026 | -0.238 | 0.245 | 0.447 | -0.275 | 0.359 | 0.364 | 0.593 | -0.301 | -0.056 | 0.112 | -0.272 | 0.469 | 0.283 | 0.245 | 1.000 | -0.083 | -0.071 | 0.285 | -0.315 | -0.201 | 0.298 |
| Price | 0.394 | 0.240 | 0.649 | -0.831 | -0.178 | 0.914 | 0.443 | 0.468 | 0.828 | 0.261 | 0.287 | 0.340 | 0.264 | -0.827 | 0.851 | 0.810 | 0.370 | 0.447 | 0.000 | -0.083 | 1.000 | 0.118 | -0.143 | 0.682 | 0.812 | 0.188 |
| Stroke | 0.259 | 0.152 | -0.082 | -0.035 | -0.068 | 0.163 | 0.334 | 0.614 | 0.293 | 0.440 | 0.328 | 0.371 | -0.026 | -0.034 | 0.138 | 0.181 | 0.580 | 0.256 | 0.149 | -0.071 | 0.118 | 1.000 | -0.015 | 0.224 | 0.241 | 0.093 |
| Symboling | 0.185 | 0.334 | -0.182 | -0.018 | 0.023 | -0.256 | 0.266 | 0.272 | -0.177 | 0.222 | 0.266 | 0.217 | -0.523 | 0.053 | -0.010 | -0.396 | 0.443 | 0.160 | 0.682 | 0.285 | -0.143 | -0.015 | 1.000 | -0.538 | -0.254 | 0.527 |
| Wheel-base | 0.310 | 0.334 | 0.541 | -0.493 | -0.126 | 0.765 | 0.417 | 0.568 | 0.648 | 0.353 | 0.226 | 0.341 | 0.633 | -0.539 | 0.503 | 0.912 | 0.507 | 0.316 | 0.444 | -0.315 | 0.682 | 0.224 | -0.538 | 1.000 | 0.812 | -0.108 |
| Width | 0.301 | 0.128 | 0.611 | -0.688 | -0.146 | 0.864 | 0.403 | 0.160 | 0.771 | 0.369 | 0.246 | 0.233 | 0.350 | -0.701 | 0.692 | 0.888 | 0.527 | 0.567 | 0.297 | -0.201 | 0.812 | 0.241 | -0.254 | 0.812 | 1.000 | 0.114 |
| Normalized-losses | 0.000 | 0.205 | -0.064 | -0.253 | -0.051 | 0.086 | 0.343 | 1.000 | 0.081 | 0.349 | 0.151 | 0.163 | -0.392 | -0.197 | 0.239 | 0.021 | 0.440 | 0.276 | 0.417 | 0.298 | 0.188 | 0.093 | 0.527 | -0.108 | 0.114 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Normalized-losses | Make | Fuel-type | Aspiration | Num-of-doors | Body-style | Drive-wheels | Engine-location | Wheel-base | Length | Width | Height | Curb-weight | Engine-type | Num-of-cylinders | Engine-size | Fuel-system | Bore | Stroke | Compression-ratio | Horsepower | Peak-rpm | City-mpg | Highway-mpg | Price | Symboling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 168.0 | toyota | gas | std | two | sedan | rwd | front | 94.5 | 168.7 | 64.0 | 52.6 | 2169 | ohc | four | 98 | 2bbl | 3.19 | 3.03 | 9.0 | 70.0 | 4800.0 | 29 | 34 | 8058.0 | 1 |
| 1 | 113.0 | mazda | gas | std | four | sedan | fwd | front | 93.1 | 166.8 | 64.2 | 54.1 | 1950 | ohc | four | 91 | 2bbl | 3.08 | 3.15 | 9.0 | 68.0 | 5000.0 | 31 | 38 | 7395.0 | 1 |
| 2 | 87.0 | toyota | gas | std | two | hatchback | fwd | front | 95.7 | 158.7 | 63.6 | 54.5 | 1985 | ohc | four | 92 | 2bbl | 3.05 | 3.03 | 9.0 | 62.0 | 4800.0 | 35 | 39 | 5348.0 | 1 |
| 3 | 125.0 | mitsubishi | gas | std | four | sedan | fwd | front | 96.3 | 172.4 | 65.4 | 51.6 | 2365 | ohc | four | 122 | 2bbl | 3.35 | 3.46 | 8.5 | 88.0 | 5000.0 | 25 | 32 | 6989.0 | 1 |
| 4 | 148.0 | dodge | gas | turbo | NaN | sedan | fwd | front | 93.7 | 157.3 | 63.8 | 50.6 | 2191 | ohc | four | 98 | mpfi | 3.03 | 3.39 | 7.6 | 102.0 | 5500.0 | 24 | 30 | 8558.0 | 1 |
| 5 | 150.0 | mazda | gas | std | two | hatchback | rwd | front | 95.3 | 169.0 | 65.7 | 49.6 | 2380 | rotor | two | 70 | 4bbl | NaN | NaN | 9.4 | 101.0 | 6000.0 | 17 | 23 | 11845.0 | 3 |
| 6 | 194.0 | nissan | gas | turbo | two | hatchback | rwd | front | 91.3 | 170.7 | 67.9 | 49.7 | 3139 | ohcv | six | 181 | mpfi | 3.43 | 3.27 | 7.8 | 200.0 | 5200.0 | 17 | 23 | 19699.0 | 3 |
| 7 | NaN | jaguar | gas | std | two | sedan | rwd | front | 102.0 | 191.7 | 70.6 | 47.8 | 3950 | ohcv | twelve | 326 | mpfi | 3.54 | 2.76 | 11.5 | 262.0 | 5000.0 | 13 | 17 | 36000.0 | 0 |
| 8 | 128.0 | nissan | gas | std | four | sedan | fwd | front | 100.4 | 181.7 | 66.5 | 55.1 | 3095 | ohcv | six | 181 | mpfi | 3.43 | 3.27 | 9.0 | 152.0 | 5200.0 | 17 | 22 | 13499.0 | 0 |
| 9 | 161.0 | peugot | diesel | turbo | four | sedan | rwd | front | 107.9 | 186.7 | 68.4 | 56.7 | 3252 | l | four | 152 | idi | 3.70 | 3.52 | 21.0 | 95.0 | 4150.0 | 28 | 33 | 16900.0 | 0 |
| Normalized-losses | Make | Fuel-type | Aspiration | Num-of-doors | Body-style | Drive-wheels | Engine-location | Wheel-base | Length | Width | Height | Curb-weight | Engine-type | Num-of-cylinders | Engine-size | Fuel-system | Bore | Stroke | Compression-ratio | Horsepower | Peak-rpm | City-mpg | Highway-mpg | Price | Symboling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 195 | 85.0 | honda | gas | std | four | sedan | fwd | front | 96.5 | 175.4 | 65.2 | 54.1 | 2465 | ohc | four | 110 | mpfi | 3.15 | 3.58 | 9.0 | 101.0 | 5800.0 | 24 | 28 | 12945.0 | 0 |
| 196 | 188.0 | bmw | gas | std | four | sedan | rwd | front | 101.2 | 176.8 | 64.8 | 54.3 | 2765 | ohc | six | 164 | mpfi | 3.31 | 3.19 | 9.0 | 121.0 | 4250.0 | 21 | 28 | 21105.0 | 0 |
| 197 | 161.0 | mitsubishi | gas | std | two | hatchback | fwd | front | 93.7 | 157.3 | 64.4 | 50.8 | 2004 | ohc | four | 92 | 2bbl | 2.97 | 3.23 | 9.4 | 68.0 | 5500.0 | 31 | 38 | 6669.0 | 2 |
| 198 | 164.0 | audi | gas | std | four | sedan | 4wd | front | 99.4 | 176.6 | 66.4 | 54.3 | 2824 | ohc | five | 136 | mpfi | 3.19 | 3.40 | 8.0 | 115.0 | 5500.0 | 18 | 22 | 17450.0 | 2 |
| 199 | 94.0 | volkswagen | gas | std | four | sedan | fwd | front | 97.3 | 171.7 | 65.5 | 55.7 | 2300 | ohc | four | 109 | mpfi | 3.19 | 3.40 | 10.0 | 100.0 | 5500.0 | 26 | 32 | 9995.0 | 2 |
| 200 | 65.0 | toyota | gas | std | four | sedan | fwd | front | 102.4 | 175.6 | 66.5 | 54.9 | 2414 | ohc | four | 122 | mpfi | 3.31 | 3.54 | 8.7 | 92.0 | 4200.0 | 27 | 32 | 10898.0 | -1 |
| 201 | NaN | mercedes-benz | gas | std | four | sedan | rwd | front | 115.6 | 202.6 | 71.7 | 56.5 | 3740 | ohcv | eight | 234 | mpfi | 3.46 | 3.10 | 8.3 | 155.0 | 4750.0 | 16 | 18 | 34184.0 | -1 |
| 202 | 128.0 | nissan | gas | std | two | sedan | fwd | front | 94.5 | 165.3 | 63.8 | 54.5 | 1918 | ohc | four | 97 | 2bbl | 3.15 | 3.29 | 9.4 | 69.0 | 5200.0 | 31 | 37 | 6649.0 | 1 |
| 203 | 186.0 | porsche | gas | std | two | hatchback | rwd | front | 94.5 | 168.9 | 68.3 | 50.2 | 2778 | ohc | four | 151 | mpfi | 3.94 | 3.11 | 9.5 | 143.0 | 5500.0 | 19 | 27 | 22018.0 | 3 |
| 204 | 93.0 | mercedes-benz | diesel | turbo | four | sedan | rwd | front | 110.0 | 190.9 | 70.3 | 56.5 | 3515 | ohc | five | 183 | idi | 3.58 | 3.64 | 21.5 | 123.0 | 4350.0 | 22 | 25 | 25552.0 | -1 |